Coffee Review Report 2

Dataset statistics

Number of variables	16
Number of observations	1311
Missing cells	588
Missing cells (%)	2.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	206.4 KiB
Average record size in memory	161.2 B

Variable types

Categorical	4
Numeric	12

Alerts

`owner` has a high cardinality: 305 distinct values	High cardinality
`aroma` is highly overall correlated with `flavor` and 6 other fields	High correlation
`flavor` is highly overall correlated with `aroma` and 6 other fields	High correlation
`aftertaste` is highly overall correlated with `aroma` and 6 other fields	High correlation
`acidity` is highly overall correlated with `aroma` and 6 other fields	High correlation
`body` is highly overall correlated with `aroma` and 6 other fields	High correlation
`balance` is highly overall correlated with `aroma` and 6 other fields	High correlation
`uniformity` is highly overall correlated with `clean_cup`	High correlation
`clean_cup` is highly overall correlated with `uniformity`	High correlation
`cupper_points` is highly overall correlated with `aroma` and 6 other fields	High correlation
`total_cup_points` is highly overall correlated with `aroma` and 6 other fields	High correlation
`variety` has 201 (15.3%) missing values	Missing
`processing_method` has 152 (11.6%) missing values	Missing
`altitude_mean_meters` has 227 (17.3%) missing values	Missing
`altitude_mean_meters` is highly skewed (γ1 = 20.09518078)	Skewed

Reproduction

Analysis started	2023-07-28 17:56:35.248364
Analysis finished	2023-07-28 17:57:02.646902
Duration	27.4 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

owner
Categorical

Distinct	305
Distinct (%)	23.4%
Missing	7
Missing (%)	0.5%
Memory size	20.5 KiB

juan luis alvarado romero	155
racafe & cia s.c.a	60
exportadora de cafe condor s.a	54
kona pacific farmers cooperative	52
ipanema coffees	50
Other values (300)	933

Length

Max length	50
Median length	40
Mean length	21.347393
Min length	3

Characters and Unicode

Total characters	27837
Distinct characters	51
Distinct categories	7 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	167 ?
Unique (%)	12.8%

Sample

1st row	metad plc
2nd row	metad plc
3rd row	grounds for health admin
4th row	yidnekachew dabessa
5th row	metad plc

Common Values

Value	Count	Frequency (%)
juan luis alvarado romero	155	11.8%
racafe & cia s.c.a	60	4.6%
exportadora de cafe condor s.a	54	4.1%
kona pacific farmers cooperative	52	4.0%
ipanema coffees	50	3.8%
cqi taiwan icp cqi台灣合作夥伴	47	3.6%
lin, che-hao krude 林哲豪	30	2.3%
nucoffee	29	2.2%
carcafe ltda ci	27	2.1%
the coffee source inc.	23	1.8%
Other values (295)	777	59.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
luis	167	3.9%
juan	160	3.8%
alvarado	155	3.6%
romero	155	3.6%
de	114	2.7%
s.a	101	2.4%
coffee	83	1.9%
cafe	72	1.7%
exportadora	70	1.6%
coffees	67	1.6%
Other values (642)	3115	73.1%

Most occurring characters

Value	Count	Frequency (%)
a	3397	12.2%
	2963	10.6%
e	2534	9.1%
o	2173	7.8%
r	1962	7.0%
i	1619	5.8%
c	1614	5.8%
n	1326	4.8%
l	1127	4.0%
s	1087	3.9%
Other values (41)	8035	28.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	23889	85.8%
Space Separator	2963	10.6%
Other Punctuation	512	1.8%
Other Letter	404	1.5%
Dash Punctuation	43	0.2%
Open Punctuation	13	< 0.1%
Close Punctuation	13	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	3397	14.2%
e	2534	10.6%
o	2173	9.1%
r	1962	8.2%
i	1619	6.8%
c	1614	6.8%
n	1326	5.6%
l	1127	4.7%
s	1087	4.6%
d	945	4.0%
Other values (21)	6105	25.6%

Other Letter

Value	Count	Frequency (%)
灣	47	11.6%
伴	47	11.6%
夥	47	11.6%
作	47	11.6%
合	47	11.6%
台	47	11.6%
林	30	7.4%
哲	30	7.4%
豪	30	7.4%
宏	8	2.0%
Other values (3)	24	5.9%

Other Punctuation

Value	Count	Frequency (%)
.	377	73.6%
,	72	14.1%
&	63	12.3%

Space Separator

Value	Count	Frequency (%)
	2963	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	43	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	13	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	13	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	23889	85.8%
Common	3544	12.7%
Han	404	1.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	3397	14.2%
e	2534	10.6%
o	2173	9.1%
r	1962	8.2%
i	1619	6.8%
c	1614	6.8%
n	1326	5.6%
l	1127	4.7%
s	1087	4.6%
d	945	4.0%
Other values (21)	6105	25.6%

Han

Value	Count	Frequency (%)
灣	47	11.6%
伴	47	11.6%
夥	47	11.6%
作	47	11.6%
合	47	11.6%
台	47	11.6%
林	30	7.4%
哲	30	7.4%
豪	30	7.4%
宏	8	2.0%
Other values (3)	24	5.9%

Common

Value	Count	Frequency (%)
	2963	83.6%
.	377	10.6%
,	72	2.0%
&	63	1.8%
-	43	1.2%
(	13	0.4%
)	13	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	27392	98.4%
CJK	404	1.5%
None	41	0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	3397	12.4%
	2963	10.8%
e	2534	9.3%
o	2173	7.9%
r	1962	7.2%
i	1619	5.9%
c	1614	5.9%
n	1326	4.8%
l	1127	4.1%
s	1087	4.0%
Other values (23)	7590	27.7%

CJK

Value	Count	Frequency (%)
灣	47	11.6%
伴	47	11.6%
夥	47	11.6%
作	47	11.6%
合	47	11.6%
台	47	11.6%
林	30	7.4%
哲	30	7.4%
豪	30	7.4%
宏	8	2.0%
Other values (3)	24	5.9%

None

Value	Count	Frequency (%)
ñ	23	56.1%
é	12	29.3%
á	3	7.3%
ú	2	4.9%
ó	1	2.4%

country_of_origin
Categorical

Distinct	36
Distinct (%)	2.7%
Missing	1
Missing (%)	0.1%
Memory size	20.5 KiB

Mexico	236
Colombia	183
Guatemala	181
Brazil	132
Taiwan	75
Other values (31)	503

Length

Max length	28
Median length	27
Mean length	8.8931298
Min length	4

Characters and Unicode

Total characters	11650
Distinct characters	47
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8 ?
Unique (%)	0.6%

Sample

1st row	Ethiopia
2nd row	Ethiopia
3rd row	Guatemala
4th row	Ethiopia
5th row	Ethiopia

Common Values

Value	Count	Frequency (%)
Mexico	236	18.0%
Colombia	183	14.0%
Guatemala	181	13.8%
Brazil	132	10.1%
Taiwan	75	5.7%
United States (Hawaii)	73	5.6%
Honduras	53	4.0%
Costa Rica	51	3.9%
Ethiopia	44	3.4%
Tanzania, United Republic Of	40	3.1%
Other values (26)	242	18.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mexico	236	14.1%
colombia	183	11.0%
guatemala	181	10.8%
brazil	132	7.9%
united	125	7.5%
states	85	5.1%
taiwan	75	4.5%
hawaii	73	4.4%
honduras	53	3.2%
costa	51	3.1%
Other values (35)	477	28.5%

Most occurring characters

Value	Count	Frequency (%)
a	1933	16.6%
i	1267	10.9%
o	805	6.9%
e	742	6.4%
l	626	5.4%
t	590	5.1%
n	502	4.3%
m	384	3.3%
	361	3.1%
c	358	3.1%
Other values (37)	4082	35.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9423	80.9%
Uppercase Letter	1671	14.3%
Space Separator	361	3.1%
Open Punctuation	77	0.7%
Close Punctuation	77	0.7%
Other Punctuation	41	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	1933	20.5%
i	1267	13.4%
o	805	8.5%
e	742	7.9%
l	626	6.6%
t	590	6.3%
n	502	5.3%
m	384	4.1%
c	358	3.8%
u	323	3.4%
Other values (13)	1893	20.1%

Uppercase Letter

Value	Count	Frequency (%)
M	256	15.3%
C	251	15.0%
G	182	10.9%
U	151	9.0%
T	147	8.8%
B	134	8.0%
H	132	7.9%
S	106	6.3%
R	96	5.7%
E	66	3.9%
Other values (9)	150	9.0%

Other Punctuation

Value	Count	Frequency (%)
,	40	97.6%
?	1	2.4%

Space Separator

Value	Count	Frequency (%)
	361	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	77	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	77	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	11094	95.2%
Common	556	4.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	1933	17.4%
i	1267	11.4%
o	805	7.3%
e	742	6.7%
l	626	5.6%
t	590	5.3%
n	502	4.5%
m	384	3.5%
c	358	3.2%
u	323	2.9%
Other values (32)	3564	32.1%

Common

Value	Count	Frequency (%)
	361	64.9%
(	77	13.8%
)	77	13.8%
,	40	7.2%
?	1	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11650	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	1933	16.6%
i	1267	10.9%
o	805	6.9%
e	742	6.4%
l	626	5.4%
t	590	5.1%
n	502	4.3%
m	384	3.3%
	361	3.1%
c	358	3.1%
Other values (37)	4082	35.0%

variety
Categorical

Distinct	29
Distinct (%)	2.6%
Missing	201
Missing (%)	15.3%
Memory size	20.5 KiB

Caturra	256
Bourbon	226
Typica	211
Other	108
Catuai	74
Other values (24)	235

Length

Max length	21
Median length	19
Mean length	7.0216216
Min length	4

Characters and Unicode

Total characters	7794
Distinct characters	46
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	0.5%

Sample

1st row	Other
2nd row	Bourbon
3rd row	Other
4th row	Other
5th row	Other

Common Values

Value	Count	Frequency (%)
Caturra	256	19.5%
Bourbon	226	17.2%
Typica	211	16.1%
Other	108	8.2%
Catuai	74	5.6%
Hawaiian Kona	44	3.4%
Yellow Bourbon	35	2.7%
Mundo Novo	33	2.5%
Catimor	20	1.5%
SL14	17	1.3%
Other values (19)	86	6.6%
(Missing)	201	15.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
bourbon	261	21.2%
caturra	256	20.8%
typica	211	17.1%
other	108	8.8%
catuai	74	6.0%
hawaiian	44	3.6%
kona	44	3.6%
yellow	35	2.8%
mundo	33	2.7%
novo	33	2.7%
Other values (25)	133	10.8%

Most occurring characters

Value	Count	Frequency (%)
a	1174	15.1%
r	936	12.0%
o	731	9.4%
u	643	8.2%
t	468	6.0%
i	413	5.3%
n	398	5.1%
C	351	4.5%
b	267	3.4%
B	263	3.4%
Other values (36)	2150	27.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	6318	81.1%
Uppercase Letter	1270	16.3%
Space Separator	122	1.6%
Decimal Number	84	1.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	1174	18.6%
r	936	14.8%
o	731	11.6%
u	643	10.2%
t	468	7.4%
i	413	6.5%
n	398	6.3%
b	267	4.2%
c	235	3.7%
y	217	3.4%
Other values (13)	836	13.2%

Uppercase Letter

Value	Count	Frequency (%)
C	351	27.6%
B	263	20.7%
T	211	16.6%
O	108	8.5%
S	45	3.5%
H	45	3.5%
K	44	3.5%
L	41	3.2%
M	40	3.1%
Y	37	2.9%
Other values (7)	85	6.7%

Decimal Number

Value	Count	Frequency (%)
4	25	29.8%
1	21	25.0%
2	15	17.9%
8	15	17.9%
3	8	9.5%

Space Separator

Value	Count	Frequency (%)
	122	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7588	97.4%
Common	206	2.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	1174	15.5%
r	936	12.3%
o	731	9.6%
u	643	8.5%
t	468	6.2%
i	413	5.4%
n	398	5.2%
C	351	4.6%
b	267	3.5%
B	263	3.5%
Other values (30)	1944	25.6%

Common

Value	Count	Frequency (%)
	122	59.2%
4	25	12.1%
1	21	10.2%
2	15	7.3%
8	15	7.3%
3	8	3.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7794	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	1174	15.1%
r	936	12.0%
o	731	9.4%
u	643	8.2%
t	468	6.0%
i	413	5.3%
n	398	5.1%
C	351	4.5%
b	267	3.4%
B	263	3.4%
Other values (36)	2150	27.6%

processing_method
Categorical

Distinct	5
Distinct (%)	0.4%
Missing	152
Missing (%)	11.6%
Memory size	20.5 KiB

Washed / Wet	812
Natural / Dry	251
Semi-washed / Semi-pulped	56
Other	26
Pulped natural / honey	14

Length

Max length	25
Median length	12
Mean length	12.808456
Min length	5

Characters and Unicode

Total characters	14845
Distinct characters	25
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Washed / Wet
2nd row	Washed / Wet
3rd row	Natural / Dry
4th row	Washed / Wet
5th row	Natural / Dry

Common Values

Value	Count	Frequency (%)
Washed / Wet	812	61.9%
Natural / Dry	251	19.1%
Semi-washed / Semi-pulped	56	4.3%
Other	26	2.0%
Pulped natural / honey	14	1.1%
(Missing)	152	11.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
	1133	32.9%
washed	812	23.6%
wet	812	23.6%
natural	265	7.7%
dry	251	7.3%
semi-washed	56	1.6%
semi-pulped	56	1.6%
other	26	0.8%
pulped	14	0.4%
honey	14	0.4%

Most occurring characters

Value	Count	Frequency (%)
	2280	15.4%
e	1902	12.8%
W	1624	10.9%
a	1398	9.4%
/	1133	7.6%
t	1103	7.4%
d	938	6.3%
h	908	6.1%
s	868	5.8%
r	542	3.7%
Other values (15)	2149	14.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9042	60.9%
Space Separator	2280	15.4%
Uppercase Letter	2278	15.3%
Other Punctuation	1133	7.6%
Dash Punctuation	112	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1902	21.0%
a	1398	15.5%
t	1103	12.2%
d	938	10.4%
h	908	10.0%
s	868	9.6%
r	542	6.0%
l	335	3.7%
u	335	3.7%
y	265	2.9%
Other values (6)	448	5.0%

Uppercase Letter

Value	Count	Frequency (%)
W	1624	71.3%
N	251	11.0%
D	251	11.0%
S	112	4.9%
O	26	1.1%
P	14	0.6%

Space Separator

Value	Count	Frequency (%)
	2280	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	1133	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	112	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	11320	76.3%
Common	3525	23.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1902	16.8%
W	1624	14.3%
a	1398	12.3%
t	1103	9.7%
d	938	8.3%
h	908	8.0%
s	868	7.7%
r	542	4.8%
l	335	3.0%
u	335	3.0%
Other values (12)	1367	12.1%

Common

Value	Count	Frequency (%)
	2280	64.7%
/	1133	32.1%
-	112	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14845	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2280	15.4%
e	1902	12.8%
W	1624	10.9%
a	1398	9.4%
/	1133	7.6%
t	1103	7.4%
d	938	6.3%
h	908	6.1%
s	868	5.8%
r	542	3.7%
Other values (15)	2149	14.5%

aroma
Real number (ℝ)

Distinct	33
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.5638063

Minimum	0
Maximum	8.75
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	7.08
Q1	7.42
median	7.58
Q3	7.75
95-th percentile	8.08
Maximum	8.75
Range	8.75
Interquartile range (IQR)	0.33

Descriptive statistics

Standard deviation	0.37866631
Coefficient of variation (CV)	0.050062931
Kurtosis	122.3781
Mean	7.5638063
Median Absolute Deviation (MAD)	0.17
Skewness	-6.306326
Sum	9916.15
Variance	0.14338817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
7.67	173	13.2%
7.5	163	12.4%
7.58	149	11.4%
7.75	122	9.3%
7.42	121	9.2%
7.83	101	7.7%
7.33	96	7.3%
7.25	78	5.9%
7.92	57	4.3%
7.17	45	3.4%
Other values (23)	206	15.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
5.08	1	0.1%
6.17	1	0.1%
6.33	1	0.1%
6.42	1	0.1%
6.5	2	0.2%
6.67	3	0.2%
6.75	6	0.5%
6.83	9	0.7%
6.92	14	1.1%

Value	Count	Frequency (%)
8.75	1	0.1%
8.67	2	0.2%
8.58	1	0.1%
8.5	3	0.2%
8.42	9	0.7%
8.33	6	0.5%
8.25	9	0.7%
8.17	20	1.5%
8.08	20	1.5%
8	43	3.3%

flavor
Real number (ℝ)

Distinct	35
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.5180702

Minimum	0
Maximum	8.83
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	6.92
Q1	7.33
median	7.58
Q3	7.75
95-th percentile	8
Maximum	8.83
Range	8.83
Interquartile range (IQR)	0.42

Descriptive statistics

Standard deviation	0.39997921
Coefficient of variation (CV)	0.053202378
Kurtosis	95.172934
Mean	7.5180702
Median Absolute Deviation (MAD)	0.17
Skewness	-5.2235119
Sum	9856.19
Variance	0.15998337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
7.5	164	12.5%
7.58	162	12.4%
7.67	145	11.1%
7.75	120	9.2%
7.42	114	8.7%
7.33	110	8.4%
7.83	85	6.5%
7.25	64	4.9%
7.17	56	4.3%
7.08	42	3.2%
Other values (25)	249	19.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
6.08	1	0.1%
6.17	2	0.2%
6.33	3	0.2%
6.42	1	0.1%
6.5	9	0.7%
6.58	5	0.4%
6.67	4	0.3%
6.75	10	0.8%
6.83	16	1.2%

Value	Count	Frequency (%)
8.83	1	0.1%
8.67	4	0.3%
8.58	2	0.2%
8.5	5	0.4%
8.42	5	0.4%
8.33	5	0.4%
8.25	7	0.5%
8.17	18	1.4%
8.08	13	1.0%
8	41	3.1%

aftertaste
Real number (ℝ)

Distinct	35
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3976964

Minimum	0
Maximum	8.67
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	6.83
Q1	7.25
median	7.42
Q3	7.58
95-th percentile	7.92
Maximum	8.67
Range	8.67
Interquartile range (IQR)	0.33

Descriptive statistics

Standard deviation	0.40511863
Coefficient of variation (CV)	0.054762808
Kurtosis	84.644948
Mean	7.3976964
Median Absolute Deviation (MAD)	0.17
Skewness	-4.8450553
Sum	9698.38
Variance	0.1641211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
7.5	162	12.4%
7.33	150	11.4%
7.42	127	9.7%
7.58	125	9.5%
7.25	103	7.9%
7.67	99	7.6%
7.17	90	6.9%
7.75	81	6.2%
7	62	4.7%
7.83	61	4.7%
Other values (25)	251	19.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
6.17	8	0.6%
6.25	1	0.1%
6.33	6	0.5%
6.42	4	0.3%
6.5	6	0.5%
6.58	6	0.5%
6.67	14	1.1%
6.75	9	0.7%
6.83	36	2.7%

Value	Count	Frequency (%)
8.67	1	0.1%
8.58	2	0.2%
8.5	4	0.3%
8.42	3	0.2%
8.33	2	0.2%
8.25	4	0.3%
8.17	7	0.5%
8.08	7	0.5%
8	27	2.1%
7.92	19	1.4%

acidity
Real number (ℝ)

Distinct	31
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.5331121

Minimum	0
Maximum	8.75
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	7.33
median	7.5
Q3	7.75
95-th percentile	8.08
Maximum	8.75
Range	8.75
Interquartile range (IQR)	0.42

Descriptive statistics

Standard deviation	0.38159879
Coefficient of variation (CV)	0.050656194
Kurtosis	116.27208
Mean	7.5331121
Median Absolute Deviation (MAD)	0.17
Skewness	-5.9678735
Sum	9875.91
Variance	0.14561764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
7.5	160	12.2%
7.58	150	11.4%
7.67	143	10.9%
7.42	127	9.7%
7.75	122	9.3%
7.33	110	8.4%
7.25	86	6.6%
7.17	73	5.6%
7.83	72	5.5%
8	47	3.6%
Other values (21)	221	16.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
5.25	1	0.1%
6.08	1	0.1%
6.25	1	0.1%
6.5	1	0.1%
6.67	5	0.4%
6.75	6	0.5%
6.83	11	0.8%
6.92	10	0.8%
7	32	2.4%

Value	Count	Frequency (%)
8.75	1	0.1%
8.58	1	0.1%
8.5	7	0.5%
8.42	6	0.5%
8.33	9	0.7%
8.25	6	0.5%
8.17	14	1.1%
8.08	25	1.9%
8	47	3.6%
7.92	46	3.5%

body
Real number (ℝ)

Distinct	31
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.5177269

Minimum	0
Maximum	8.58
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	7.08
Q1	7.33
median	7.5
Q3	7.67
95-th percentile	8
Maximum	8.58
Range	8.58
Interquartile range (IQR)	0.34

Descriptive statistics

Standard deviation	0.35921291
Coefficient of variation (CV)	0.047782117
Kurtosis	146.90949
Mean	7.5177269
Median Absolute Deviation (MAD)	0.17
Skewness	-7.1554372
Sum	9855.74
Variance	0.12903391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
7.5	198	15.1%
7.67	149	11.4%
7.58	136	10.4%
7.33	131	10.0%
7.42	125	9.5%
7.75	108	8.2%
7.25	86	6.6%
7.83	82	6.3%
7.17	68	5.2%
7.92	48	3.7%
Other values (21)	180	13.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
5.25	1	0.1%
6.33	2	0.2%
6.42	1	0.1%
6.5	1	0.1%
6.67	2	0.2%
6.75	4	0.3%
6.83	4	0.3%
6.92	11	0.8%
7	34	2.6%

Value	Count	Frequency (%)
8.58	1	0.1%
8.5	3	0.2%
8.42	3	0.2%
8.33	6	0.5%
8.25	5	0.4%
8.17	7	0.5%
8.08	21	1.6%
8	34	2.6%
7.92	48	3.7%
7.83	82	6.3%

balance
Real number (ℝ)

Distinct	32
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.5175057

Minimum	0
Maximum	8.75
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	6.92
Q1	7.33
median	7.5
Q3	7.75
95-th percentile	8.08
Maximum	8.75
Range	8.75
Interquartile range (IQR)	0.42

Descriptive statistics

Standard deviation	0.40631592
Coefficient of variation (CV)	0.0540493
Kurtosis	89.118262
Mean	7.5175057
Median Absolute Deviation (MAD)	0.17
Skewness	-4.8442801
Sum	9855.45
Variance	0.16509263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
7.5	172	13.1%
7.67	145	11.1%
7.58	127	9.7%
7.42	120	9.2%
7.75	103	7.9%
7.33	99	7.6%
7.83	98	7.5%
7.17	71	5.4%
7.25	64	4.9%
7	46	3.5%
Other values (22)	266	20.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
6.08	1	0.1%
6.17	3	0.2%
6.33	1	0.1%
6.42	1	0.1%
6.5	2	0.2%
6.58	3	0.2%
6.67	4	0.3%
6.75	7	0.5%
6.83	22	1.7%

Value	Count	Frequency (%)
8.75	2	0.2%
8.58	7	0.5%
8.5	7	0.5%
8.42	7	0.5%
8.33	7	0.5%
8.25	8	0.6%
8.17	17	1.3%
8.08	16	1.2%
8	45	3.4%
7.92	38	2.9%

uniformity
Real number (ℝ)

Distinct	10
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8333944

Minimum	0
Maximum	10
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	8.67
Q1	10
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.55934312
Coefficient of variation (CV)	0.056881998
Kurtosis	84.152305
Mean	9.8333944
Median Absolute Deviation (MAD)	0
Skewness	-6.9261173
Sum	12891.58
Variance	0.31286473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	1128	86.0%
9.33	112	8.5%
8.67	31	2.4%
8	25	1.9%
6.67	7	0.5%
6	3	0.2%
7.33	2	0.2%
9.5	1	0.1%
9	1	0.1%
0	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
6	3	0.2%
6.67	7	0.5%
7.33	2	0.2%
8	25	1.9%
8.67	31	2.4%
9	1	0.1%
9.33	112	8.5%
9.5	1	0.1%
10	1128	86.0%

Value	Count	Frequency (%)
10	1128	86.0%
9.5	1	0.1%
9.33	112	8.5%
9	1	0.1%
8.67	31	2.4%
8	25	1.9%
7.33	2	0.2%
6.67	7	0.5%
6	3	0.2%
0	1	0.1%

clean_cup
Real number (ℝ)

Distinct	11
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8331198

Minimum	0
Maximum	10
Zeros	2
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	9.33
Q1	10
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.77134973
Coefficient of variation (CV)	0.07844405
Kurtosis	69.173176
Mean	9.8331198
Median Absolute Deviation (MAD)	0
Skewness	-7.3778242
Sum	12891.22
Variance	0.59498041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
10	1194	91.1%
9.33	58	4.4%
8.67	16	1.2%
6.67	13	1.0%
8	13	1.0%
6	6	0.5%
5.33	3	0.2%
7.33	3	0.2%
2.67	2	0.2%
0	2	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.2%
1.33	1	0.1%
2.67	2	0.2%
5.33	3	0.2%
6	6	0.5%
6.67	13	1.0%
7.33	3	0.2%
8	13	1.0%
8.67	16	1.2%
9.33	58	4.4%

Value	Count	Frequency (%)
10	1194	91.1%
9.33	58	4.4%
8.67	16	1.2%
8	13	1.0%
7.33	3	0.2%
6.67	13	1.0%
6	6	0.5%
5.33	3	0.2%
2.67	2	0.2%
1.33	1	0.1%

sweetness
Real number (ℝ)

Distinct	8
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9032723

Minimum	0
Maximum	10
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	9.33
Q1	10
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.53083174
Coefficient of variation (CV)	0.05360165
Kurtosis	157.52829
Mean	9.9032723
Median Absolute Deviation (MAD)	0
Skewness	-10.756332
Sum	12983.19
Variance	0.28178234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
10	1218	92.9%
9.33	61	4.7%
8.67	12	0.9%
8	8	0.6%
6.67	7	0.5%
6	3	0.2%
1.33	1	0.1%
0	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
1.33	1	0.1%
6	3	0.2%
6.67	7	0.5%
8	8	0.6%
8.67	12	0.9%
9.33	61	4.7%
10	1218	92.9%

Value	Count	Frequency (%)
10	1218	92.9%
9.33	61	4.7%
8.67	12	0.9%
8	8	0.6%
6.67	7	0.5%
6	3	0.2%
1.33	1	0.1%
0	1	0.1%

cupper_points
Real number (ℝ)

Distinct	42
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4978642

Minimum	0
Maximum	10
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	6.83
Q1	7.25
median	7.5
Q3	7.75
95-th percentile	8.08
Maximum	10
Range	10
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.47461002
Coefficient of variation (CV)	0.063299362
Kurtosis	50.156431
Mean	7.4978642
Median Absolute Deviation (MAD)	0.25
Skewness	-2.8388745
Sum	9829.7
Variance	0.22525467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
7.5	152	11.6%
7.58	136	10.4%
7.33	114	8.7%
7.67	113	8.6%
7.42	103	7.9%
7.25	85	6.5%
7.75	84	6.4%
7.83	81	6.2%
7.17	63	4.8%
7.92	52	4.0%
Other values (32)	328	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
5.17	1	0.1%
5.25	1	0.1%
5.42	1	0.1%
6	1	0.1%
6.17	3	0.2%
6.25	1	0.1%
6.33	3	0.2%
6.42	5	0.4%
6.5	6	0.5%

Value	Count	Frequency (%)
10	4	0.3%
9.25	1	0.1%
9	1	0.1%
8.83	1	0.1%
8.75	1	0.1%
8.67	2	0.2%
8.58	5	0.4%
8.5	8	0.6%
8.42	6	0.5%
8.33	8	0.6%

total_cup_points
Real number (ℝ)

Distinct	178
Distinct (%)	13.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.115927

Minimum	0
Maximum	90.58
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	77.92
Q1	81.17
median	82.5
Q3	83.67
95-th percentile	85.5
Maximum	90.58
Range	90.58
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	3.5157607
Coefficient of variation (CV)	0.042814601
Kurtosis	229.25664
Mean	82.115927
Median Absolute Deviation (MAD)	1.25
Skewness	-10.529617
Sum	107653.98
Variance	12.360573
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83.17	38	2.9%
83	37	2.8%
82.42	31	2.4%
82.75	29	2.2%
82.33	29	2.2%
82.67	26	2.0%
81.83	26	2.0%
82.92	26	2.0%
81.67	25	1.9%
81.5	24	1.8%
Other values (168)	1020	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
59.83	1	0.1%
63.08	1	0.1%
67.92	1	0.1%
68.33	1	0.1%
69.17	2	0.2%
69.33	1	0.1%
70.67	1	0.1%
70.75	1	0.1%
71	1	0.1%

Value	Count	Frequency (%)
90.58	1	0.1%
89.92	1	0.1%
89.75	1	0.1%
89	1	0.1%
88.83	2	0.2%
88.75	1	0.1%
88.67	1	0.1%
88.42	1	0.1%
88.25	1	0.1%
88.08	1	0.1%

altitude_mean_meters
Real number (ℝ)

MISSING SKEWED

Distinct	201
Distinct (%)	18.5%
Missing	227
Missing (%)	17.3%
Infinite	0
Infinite (%)	0.0%
Mean	1784.1964

Minimum	1
Maximum	190164
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	1
5-th percentile	442
Q1	1100
median	1310.64
Q3	1600
95-th percentile	1880
Maximum	190164
Range	190163
Interquartile range (IQR)	500

Descriptive statistics

Standard deviation	8767.0169
Coefficient of variation (CV)	4.9137063
Kurtosis	414.4035
Mean	1784.1964
Median Absolute Deviation (MAD)	239.36
Skewness	20.095181
Sum	1934068.9
Variance	76860586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1200	66	5.0%
1400	52	4.0%
1100	52	4.0%
1300	50	3.8%
1500	44	3.4%
1250	39	3.0%
1700	36	2.7%
1600	35	2.7%
1750	34	2.6%
1550	34	2.6%
Other values (191)	642	49.0%
(Missing)	227	17.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	0.9%
12	3	0.2%
13	2	0.2%
50	1	0.1%
100	1	0.1%
110	1	0.1%
125	1	0.1%
150	2	0.2%
157.8864	3	0.2%
165	1	0.1%

Value	Count	Frequency (%)
190164	2	0.2%
110000	1	0.1%
11000	1	0.1%
4287	1	0.1%
4001	1	0.1%
3850	1	0.1%
3845	1	0.1%
3825	1	0.1%
3800	1	0.1%
3500	1	0.1%

Auto

Heatmap
Table

	aroma	flavor	aftertaste	acidity	body	balance	uniformity	clean_cup	sweetness	cupper_points	total_cup_points	altitude_mean_meters	country_of_origin	variety	processing_method
aroma	1.000	0.715	0.667	0.616	0.561	0.616	0.116	0.161	0.024	0.645	0.752	0.228	0.152	0.067	0.016
flavor	0.715	1.000	0.806	0.744	0.669	0.726	0.160	0.199	0.050	0.797	0.863	0.186	0.204	0.028	0.063
aftertaste	0.667	0.806	1.000	0.697	0.676	0.757	0.158	0.177	0.020	0.780	0.840	0.200	0.269	0.097	0.074
acidity	0.616	0.744	0.697	1.000	0.616	0.660	0.105	0.109	0.013	0.688	0.769	0.243	0.213	0.000	0.000
body	0.561	0.669	0.676	0.616	1.000	0.697	0.034	0.073	-0.070	0.670	0.726	0.175	0.170	0.068	0.073
balance	0.616	0.726	0.757	0.660	0.697	1.000	0.125	0.144	-0.023	0.756	0.810	0.236	0.214	0.049	0.129
uniformity	0.116	0.160	0.158	0.105	0.034	0.125	1.000	0.621	0.468	0.144	0.345	0.068	0.045	0.000	0.032
clean_cup	0.161	0.199	0.177	0.109	0.073	0.144	0.621	1.000	0.487	0.179	0.364	0.082	0.021	0.000	0.000
sweetness	0.024	0.050	0.020	0.013	-0.070	-0.023	0.468	0.487	1.000	0.037	0.191	0.014	0.157	0.000	0.069
cupper_points	0.645	0.797	0.780	0.688	0.670	0.756	0.144	0.179	0.037	1.000	0.856	0.217	0.203	0.055	0.069
total_cup_points	0.752	0.863	0.840	0.769	0.726	0.810	0.345	0.364	0.191	0.856	1.000	0.252	0.189	0.000	0.068
altitude_mean_meters	0.228	0.186	0.200	0.243	0.175	0.236	0.068	0.082	0.014	0.217	0.252	1.000	0.038	0.000	0.000
country_of_origin	0.152	0.204	0.269	0.213	0.170	0.214	0.045	0.021	0.157	0.203	0.189	0.038	1.000	0.477	0.397
variety	0.067	0.028	0.097	0.000	0.068	0.049	0.000	0.000	0.000	0.055	0.000	0.000	0.477	1.000	0.284
processing_method	0.016	0.063	0.074	0.000	0.073	0.129	0.032	0.000	0.069	0.069	0.068	0.000	0.397	0.284	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	owner	country_of_origin	variety	processing_method	aroma	flavor	aftertaste	acidity	body	balance	uniformity	clean_cup	sweetness	cupper_points	total_cup_points	altitude_mean_meters
1	metad plc	Ethiopia	NaN	Washed / Wet	8.67	8.83	8.67	8.75	8.50	8.42	10.00	10.0	10.00	8.75	90.58	2075.0
2	metad plc	Ethiopia	Other	Washed / Wet	8.75	8.67	8.50	8.58	8.42	8.42	10.00	10.0	10.00	8.58	89.92	2075.0
3	grounds for health admin	Guatemala	Bourbon	NaN	8.42	8.50	8.42	8.42	8.33	8.42	10.00	10.0	10.00	9.25	89.75	1700.0
4	yidnekachew dabessa	Ethiopia	NaN	Natural / Dry	8.17	8.58	8.42	8.42	8.50	8.25	10.00	10.0	10.00	8.67	89.00	2000.0
5	metad plc	Ethiopia	Other	Washed / Wet	8.25	8.50	8.25	8.50	8.42	8.33	10.00	10.0	10.00	8.58	88.83	2075.0
6	ji-ae ahn	Brazil	NaN	Natural / Dry	8.58	8.42	8.42	8.50	8.25	8.33	10.00	10.0	10.00	8.33	88.83	NaN
7	hugo valdivia	Peru	Other	Washed / Wet	8.42	8.50	8.33	8.50	8.25	8.25	10.00	10.0	10.00	8.50	88.75	NaN
8	ethiopia commodity exchange	Ethiopia	NaN	NaN	8.25	8.33	8.50	8.42	8.33	8.50	10.00	10.0	9.33	9.00	88.67	1635.0
9	ethiopia commodity exchange	Ethiopia	NaN	NaN	8.67	8.67	8.58	8.42	8.33	8.42	9.33	10.0	9.33	8.67	88.42	1635.0
10	diamond enterprise plc	Ethiopia	Other	Natural / Dry	8.08	8.58	8.50	8.50	7.67	8.42	10.00	10.0	10.00	8.50	88.25	1822.5

	owner	country_of_origin	variety	processing_method	aroma	flavor	aftertaste	acidity	body	balance	uniformity	clean_cup	sweetness	cupper_points	total_cup_points	altitude_mean_meters
1302	kurt kappeli	Mexico	Typica	Washed / Wet	6.92	7.00	6.83	6.92	7.42	6.92	6.00	6.00	10.00	6.75	70.75	1000.00
1303	volcafe ltda. - brasil	Brazil	NaN	Natural / Dry	7.00	7.00	6.83	7.00	7.33	6.83	6.00	6.00	10.00	6.67	70.67	NaN
1304	cadexsa	Honduras	Catuai	Washed / Wet	6.67	6.50	6.17	6.67	6.83	6.17	8.00	8.00	8.00	6.33	69.33	1450.00
1305	cadexsa	Honduras	Catuai	Washed / Wet	7.00	6.17	6.17	6.67	6.50	6.17	8.00	8.00	8.00	6.50	69.17	1450.00
1306	cadexsa	Honduras	Catuai	Washed / Wet	7.00	6.33	6.17	6.50	6.67	6.17	8.00	8.00	8.00	6.33	69.17	1450.00
1307	juan carlos garcia lopez	Mexico	Bourbon	Washed / Wet	7.08	6.83	6.25	7.42	7.25	6.75	10.00	0.00	10.00	6.75	68.33	900.00
1308	myriam kaplan-pasternak	Haiti	Typica	Natural / Dry	6.75	6.58	6.42	6.67	7.08	6.67	9.33	6.00	6.00	6.42	67.92	350.00
1309	exportadora atlantic, s.a.	Nicaragua	Caturra	Other	7.25	6.58	6.33	6.25	6.42	6.08	6.00	6.00	6.00	6.17	63.08	1100.00
1310	juan luis alvarado romero	Guatemala	Catuai	Washed / Wet	7.50	6.67	6.67	7.67	7.33	6.67	8.00	1.33	1.33	6.67	59.83	1417.32
1312	bismarck castro	Honduras	Caturra	NaN	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	1400.00

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Other Letter

Other Punctuation

Space Separator

Dash Punctuation

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Latin

Han

Common

Most occurring blocks

Most frequent character per block

ASCII

CJK

None

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample